Sensitivity to Selection Criteria: Multi Site, Exploratory, Cross-Sectional Analysis
| dc.contributor | Patient-Centered Outcomes Research Institute |
| dc.contributor.author | PEDSnet Data Coordinating Center |
| dc.contributor.other | PEDSnet Data Coordinating Center |
| dc.date.accessioned | 2025-01-14T20:33:52Z |
| dc.date.created | 2024-12-17 |
| dc.description.abstract | The Sensitivity to Selection Criteria module measures how different cohort inclusion definitions can impact the makeup of a cohort, including demographics, utilization, and outcomes. Each check will compare a user-provided base cohort definition to each provided alternate cohort definition to evaluate how the new definitions impact each measured characteristic. |
| dc.identifier.uri | https://hdl.handle.net/20.500.14642/961 |
| dc.identifier.uri | https://doi.org/10.24373/pdsp-434 |
| dc.publisher | PEDSnet |
| dc.relation.uri | https://github.com/ssdqa/sensitivityselectioncriteria |
| dc.rights | a CC-BY Attribution 4.0 License. |
| dc.rights.uri | http://creativecommons.org/licenses/by/4.0 |
| dc.subject | Multi-Site Analysis |
| dc.subject | Exploratory Analysis |
| dc.subject | Cross-Sectional Analysis |
| dc.subject | Person-Level Analysis |
| dc.title | Sensitivity to Selection Criteria: Multi Site, Exploratory, Cross-Sectional Analysis |
| dspace.entity.type | DQCheck |
| local.code.package | # install.packages("devtools") devtools::install_github('ssdqa/sensitivityselectioncriteria') |
| local.description.raw | This check produces a two raw data output tables, the first containing 5 columns of data, and the second containing 3 columns of data: <br> |Column |Data Type|Definition | |---------------------|---------|-------------------------------------------------------------------------------------------------------------------| |`cohort_id` |character|the name of the cohort (`alt_cohort_*`) | |`site` |character|the name of the site being targeted | |`cohort_characteristic`|character|the name of the cohort characteristic | |`smd_vs_baseline` |numeric |the standardized mean difference between the value from the alternate cohort in cohort_id and the base cohort value| |`fact_group` |character|a summary label for a group of cohort characteristics | {.dqcheck-table} <br> |Column |Data Type|Definition | |---------------------|---------|-------------------------------------------------------------------------------------------------------------------| |`site` |character|the name of the site being targeted | |`cohort_group` |character|a string indicating the combination of cohort definitions reflected in group_ct | |`group_ct` |numeric |the number of patients that belong to every cohort definition found in cohort_group | {.dqcheck-table} |
| local.description.viz | This check outputs two line plots: one including continuous variables (where median facts per person year is computed) and another including categorical variables (where proportion of patients meeting criteria is computed). Users can choose up to 2 alternate cohort definitions to display on the plot and compare against the base cohort values. When 1 alternate cohort is supplied, the base cohort will appear on the left. When 2 are supplied, the base cohort is placed in the middle. Each line represents the values associated with a particular site, and the shapes of the dots align with the different cohort definitions (also seen along the x-axis). |
| local.dqcheck.category | Plausibility |
| local.dqcheck.clinicalprobe | Targeted Patient Population |
| local.dqcheck.clinicalprobe | Clinical Data Distributions |
| local.dqcheck.clinicalprobe | Selection Error or Bias Detection |
| local.dqcheck.measurement | Frequency Distribution |
| local.dqcheck.probe | Misclassification Detection |
| local.dqcheck.probe | Eligibility Criteria Assessment |
| local.dqcheck.probe | External Benchmarking |
| local.dqcheck.requirement | base_cohort |
| local.dqcheck.requirement | alt_cohorts |
| local.dqcheck.requirement | multi_or_single_site |
| local.dqcheck.requirement | anomaly_or_exploratory |
| local.dqcheck.requirement | person_tbl |
| local.dqcheck.requirement | visit_tbl |
| local.dqcheck.requirement | provider_tbl |
| local.dqcheck.requirement | care_site_tbl |
| local.dqcheck.requirement | demographic_mappings |
| local.dqcheck.requirement | specialty_mappings |
| local.dqcheck.requirement | specialty_concepts |
| local.dqcheck.requirement | outcome_concepts |
| local.dqcheck.requirement | domain_tbl |
| local.dqcheck.requirement | domain_select |
| local.dqcheck.type | Cohort Identification |
| local.dqcheck.viz | Line Graph |
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